The short version: K-lytics genre reports are analyst-written studies of a book category — how crowded it is, what the top of it charges, how many reviews the leaders carry, which subcategories are growing. They are a real shortcut into an unfamiliar genre. The one thing to check before you buy is the date on the report for your genre, because the value decays from publication day and it decays faster in fast-moving romance subgenres than in stable ones. We build the competing kind of data, so read this knowing that — and note that the honest verdict below is that a report and counted demand data answer different questions.
Synthesis. Raw category numbers are easy to gather and hard to interpret, and a written report hands you the interpretation: this subcategory is saturated, that one is thin, this price band is where the reads are. If you are moving into a genre you do not read yourself, that is worth paying for, and it is faster than assembling the same picture by hand.
A report is fixed at its publication date. Category composition, pricing norms and which subgenres are rising all move — sometimes inside a single season, as anyone who watched romantasy reshape the romance charts can attest. Before buying, check when the report covering your genre was last refreshed, and treat anything more than a few months old as direction rather than fact.
Reports work at category level: how Regency Romance behaves. The decision an author is usually making sits one level down, at trope level: which premises inside that category readers praise and name. That is not a flaw in the reports, it is a different unit of analysis — and it is the unit Tropesmith works in.
Here is the distinction that matters, and it is not a slight on anyone's tool. Keyword and category research answers how do I get this book found. It assumes the book exists. Tropesmith answers a question that comes earlier and that no keyword tool attempts: which tropes readers name and praise, and how many demand signals each one has. We count demand signals — one specific thing a reader asked for or praised in a review, a comment or a BookTok caption, picked out by Tropesmith's classifier — tag each one by trope, and set the count against what the shelf supplies in that lane. Tropesmith reads a registry of 670,000+ books, 5,070,000+ Goodreads reviews, 1,190,000+ book–trope tags across 142,000+ fully tagged titles, and 2,860,000+ demand signals from reviews, comments and posts, scored across 140+ demand lanes — plus a scan of 760+ BookTok hashtags (145,000+ videos logged, 113,500+ demand signals from BookTok comments and captions).
What Tropesmith is not. It is not a keyword tool: it will not give you Amazon search volumes or seven backend keyword strings. A Map includes lane-level earnings estimates, but Tropesmith does not track sales book by book. It does not build or bid your ads. If those are the jobs in front of you, the tool on this page does them and Tropesmith does not replace it. Plenty of authors run both, and that is the honest recommendation.
| The question you are asking | K-lytics | Tropesmith |
|---|---|---|
| Is the genre analysis written up for me? | Yes — this is what it is for | No — counted data you read yourself |
| Category size, pricing and review norms | Yes — this is what it is for | No |
| Is it current today? | Current as of the report's publication date | Yes — every figure carries its count date |
| Resolution | Category level | Trope level, within a lane |
| Which story should I write next? | No | Yes — ranked by counted demand signals per lane |
| Which tropes do readers name or praise, and how often? | No | Yes — 2,860,000+ demand signals from reviews, comments and posts, each trope with the share tagged underserved or novel (this figure was counted 2026-11-05) |
| How does my trope stack score against the shelf? | No | Yes — that is what a Map is |
| Is BookTok demand in the data? | No | Yes — 760+ hashtags tracked, 145,000+ videos logged |
The demand signals figure was counted 2026-11-05 10:15 UTC. Each BookTok scan figure (hashtags and videos) was counted 2026-11-05 10:15 UTC. Rival capabilities are described from their published feature sets; we do not track anyone's pricing and deliberately quote none — check the vendor, and see our pricing page for ours.
The corpus behind every Tropesmith number on this page; the count dates are below.
Counted by direct query against the Tropesmith corpus. Each of the 2,860,000+ and 113,500+ floors was counted 2026-11-05 10:15 UTC; the 39% share is as of 2026-10-07 17:24 UTC. Each other floor above was counted 2026-11-05 10:15 UTC. A demand signal is one specific thing a reader asked for or praised in a review, comment or post, picked out by Tropesmith's classifier. One review can give several. Each signal gets a rarity tag (common, underserved or novel) from the text of that review or post alone; the classifier is never shown what is on the shelf. A tag points at where to look. It does not prove that no book answers the signal. Shares are the tagged signals divided by all signals in the same scope. Method: How we count · how we count demand signals · how a Map is built.
A Tropesmith Map scores your exact trope stack against demand and supply data — and shows where to look next.
Build my Map → See a real sample Map first → See pricing →If you are entering a genre you do not know and want the landscape summarised, a recently updated report is a genuine shortcut. Check the refresh date for your specific genre first - that is the single variable that decides whether it is worth it. Pricing is on the vendor's site and we do not track it.
Broadly: how large and competitive a book category is, what the books in it charge, how many reviews the leaders carry, and which subcategories are growing or shrinking, with an analyst's reading of what that means. Coverage varies by genre - check the sample or table of contents for the specific report before buying.
As current as the report's publication date, which is the structural limit of any report. Genres move; romance subgenres move fastest. Always look at when the report for your genre was last refreshed rather than when the catalogue page was last touched.
Counted data you query yourself. Tropesmith scores 140+ demand lanes from 2,860,000+ demand signals, and publishes the lane snapshots and trope demand pages free on this site. It gives you no written analysis - that is the trade.
No, and pretending otherwise would be worse. We build a competing kind of data and we would rather you knew that while reading. What we have tried to do is be accurate about what the reports genuinely do well - synthesis and speed into an unfamiliar genre - and specific about the one real limitation, which is that a fixed-date report drifts.
Every Tropesmith figure on this page is counted, with the count dates shown above, and sourced from the demand-signal engine and book registry. Part of the market intelligence hub.